New2025 wrap-up: Voyage AI, AMP launch, & customer wins. Plus, 2026 predictions. Read blog >
NewBuild better RAG. Voyage 4 models & Reranking API are now on Atlas. Read blog >
NewIntroducing Automated Embedding: One-click vector search, no external models. Read blog >

Atlas

Atlas Learning Hub

Boost your MongoDB skills in your preferred learning style with tailored content designed to grow your knowledge and set your application up for long-term success.
Get Started on Atlas

Master MongoDB Atlas basics

Explore MongoDB Atlas foundational topics to ensure your application’s success.

Choose your learning format

Choose from videos, interactive courses, or detailed documentation to suit your learning style.

Learn and grow at your pace

Dive into relevant materials when your schedule allows and enhance your MongoDB Atlas experience.

Getting Started with Atlas & NoSQL

Start your journey with MongoDB Atlas by learning about the document model, including how to set up your first cluster, and more. Once you’ve gotten started, scroll down to discover key topics, best practices, and powerful features to help you build and scale with confidence.
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Relational to Document Model Skill

Skill
Earn a MongoDB Skill Badge in Data Modeling with content on relational to document models, schema design antipatterns, and design optimization tips.

Duration: 75 mins
Take the skill badge
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SQL to MongoDB Mapping Chart

Documentation
Understand how SQL terminology and concepts correspond to MongoDB terminology.
Read documentation
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Get Started With Atlas

Documentation
Follow step-by-step instructions for getting set up on MongoDB Atlas. Learn how to create an Atlas cluster, connect to it, and load sample data.
Read documentation
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MongoDB for SQL Experts

University
Learn the difference between MongoDB Query Language and Structured Query Language (SQL) and how to translate CRUD statements from one to the other.

Duration: 2 hours
Take the course

Indexing

Implement indexing in MongoDB Atlas to optimize query performance and scalability. Use the resources below to learn how to do it effectively.
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Indexing Design Fundamentals

Skill
Earn an Indexing Design Fundamentals Skill Badge and learn how to design efficient indexes to speed up queries and reduce resource consumption in MongoDB.

Duration: 60 mins
Take the skill badge
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Query Optimization Skill

Skill
Earn a Query Optimization Skill Badge and learn how to fine-tune MongoDB queries for maximum efficiency by minimizing execution time and avoiding slow queries.

Duration: 1.5 hours
Take the skill badge
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Your Guide to Optimizing Slow Queries

Guide
Learn how to go from spotting performance issues to fixing them by writing better queries that work fast, scale well, and keep your systems speedy even when your data grows.
Read guide
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Get Started With Indexes

Documentation
Learn how indexes support efficient execution of queries in MongoDB and how to get started in Atlas, driver method, or with the MongoDB Shell.
Read documentation

Search

Build relevance-based search experiences with Atlas Search and design intelligent apps with gen AI using Vector Search. Learn how to leverage them with the resources below.
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Search Fundamentals Skill

Skill
Learn the fundamentals of MongoDB Search, including lexical search, indexing strategies, and query optimization to build efficient, full-text search experiences in MongoDB applications.

Duration: 60 mins
Take the skill badge
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Vector Search Fundamentals Skill

Skill
Earn a Vector Search Fundamentals MongoDB Skill Badge with content on understanding semantic search, storing embeddings for your data, and performing vector search.

Duration: 60 mins
Take the skill badge
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Get Started With Atlas Search

Documentation
Read how to power Atlas Search in MongoDB Atlas to give you a seamless, scalable experience for building relevance-based app features.
Read documentation
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Atlas Vector Search Overview

Documentation
Learn how to use Atlas Vector Search to enable semantic querying of data in Atlas, supporting AI-powered use cases like semantic, hybrid, and generative search while integrating with AI frameworks.
Read documentation

Aggregations

Use the aggregation pipeline in MongoDB Atlas to process and transform your data, unlocking valuable insights and analytics. Explore the resources below to learn how.
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Fundamentals of Data Transformation Skill

Skill
Earn a Fundamentals of Data Transformation Skill Badge and learn how to define the MongoDB aggregation framework, understand pipeline stage ordering, and build optimized aggregation pipelines.

Duration: 50 mins
Take the skill badge
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SQL to MongoDB Aggregation Terminology Mapping Chart

Documentation
Get an overview of common SQL aggregation terms, functions, and concepts and the corresponding MongoDB aggregation operators.
Read documentation
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Aggregation Operations

Documentation
Learn how aggregation operations process multiple documents to compute results, allowing you to group values, perform operations on grouped data, and analyze data changes over time.
Read documentation
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MongoDB Aggregation Course

University
Learn how to create aggregation pipelines that enable you to analyze and summarize data by stringing together stages that filter, sort, group, and/or transform data.

Duration: 1.75 hours
Take the course

Schema Design

Apply best practices and optimization strategies for data modeling in MongoDB Atlas using the resources below to ensure scalability, performance, and cost efficiency.
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Data Modeling Skills

Skill
Earn a MongoDB Skill Badge in Data Modeling with content on relational to document models, schema design antipatterns, and design optimization tips.

Duration: 60 to 90 mins
Take the skill badge
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Data Modeling on MongoDB

Documentation
Learn more about a flexible schema model and why data modeling is important on MongoDB.
Read documentation
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Schema Design Best Practices

Documentation
Learn how to use Atlas monitoring tools to find common schema design issues and get suggestions for modifications.
Read documentation
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Intro to Data Modeling

Video
Examine the most important considerations when deciding on your data model and create the best model for your application.

Duration: 1 hour
Watch now

Performance & Cost Optimization

Discover techniques to fine-tune MongoDB Atlas for both speed and cost efficiency. Use the resources below to get started.
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MongoDB Monitoring Tooling Skill

Skill
Learn to monitor MongoDB deployments by interpreting key metrics and configuring alerts for critical events.

Duration: 60 mins
Take the skill badge
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Performance Tools and Techniques Skill

Skill
Explore key performance tuning techniques in MongoDB using profiling, slow query analysis, and system monitoring. Learn how to optimize indexes, cache utilization, and hardware configurations to improve database efficiency at scale.

Duration: 60 mins
Take the skill badge
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Cluster Reliability Skill

Skill
Gain hands-on experience in diagnosing and resolving issues in MongoDB clusters. Learn how to troubleshoot replication, sharding, and performance issues to maintain database health and availability.

Duration: 1.5 hours
Take the skill badge
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Analyze Slow Queries

Documentation
Check out the built-in tools, alerts, charts, integrations, and logs in Atlas that help you monitor your clusters.
Read documentation

Additional Resources

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University

With free MongoDB courses, you can practice your skills with hands-on labs and quizzes, and earn your MongoDB certification.
Learn more
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Events and Webinars

Connect with experts, both online and in-person, to learn about the world’s most versatile suite of database services.
Learn more
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Documentation

Guides, samples, and references to use the database, visualize data, and build applications with MongoDB.
Learn more
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Community

Share inspiring use cases, attend MongoDB events, and meet community members from around the world.
Learn more